{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "crocodile tiger can   wardrobe poppy clock lizard road  turtle tractor man   mouse whale mountain fox   skyscraper couch apple fox   bottle mushroom orange caterpillar bottle lamp  bottle keyboard castle raccoon baby  tulip poppy\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation).to(device)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40b594e2-7202-4aeb-9135-5f66ec684d03",
   "metadata": {},
   "outputs": [],
   "source": [
    "Highway_threshold = 1\n",
    "#这个东西是限制特征图大小的。要是太大了的话光是这个门就已经很夸张了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, wh_threshold = Highway_threshold):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.pool = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.wh_threshold = wh_threshold\n",
    "    self.gate = None\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "    self.channel_conv = None\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    b, c, w, h = origin_x.shape\n",
    "    temp_w = w\n",
    "    while temp_w > self.wh_threshold:\n",
    "        origin_x = self.pool(origin_x)\n",
    "        temp_w /= 2\n",
    "    b, c_out, w_o, h_o = layer_out.shape\n",
    "      \n",
    "    if c_out != c:\n",
    "      if self.channel_conv is None:\n",
    "        self.channel_conv = conv1x1(c, c_out)\n",
    "      origin_x = self.channel_conv(origin_x)\n",
    "        \n",
    "    b, c, w_f, h_f = origin_x.shape\n",
    "    in_s = w_f * h_f\n",
    "    origin_x_flat = origin_x.view(c, b, in_s)\n",
    "\n",
    "    if self.gate is None:\n",
    "        ou_s = w_o * h_o\n",
    "        self.gate = [\n",
    "            nn.Linear(in_s, ou_s).to(device)\n",
    "            for _ in range(c)\n",
    "        ]\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(torch.stack([\n",
    "        self.gate[i](origin_x_flat[i].to(device)) for i in range(c)\n",
    "    ])).view(layer_out.size())\n",
    "\n",
    "        \n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = HighwayNetwork()\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "        \n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:3.8716,train_acc:10.6500,train_top5_acc:31.1100,test_loss:3.5370,test_acc:17.3900,test_top5_acc:44.7800\n",
      "epoch:1,train_loss:2.9906,train_acc:25.7860,train_top5_acc:55.2320,test_loss:2.8101,test_acc:32.2000,test_top5_acc:62.9900\n",
      "epoch:2,train_loss:2.3908,train_acc:37.6600,train_top5_acc:69.3340,test_loss:2.4938,test_acc:39.8900,test_top5_acc:70.4600\n"
     ]
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
